Causal Inference with Spatio-Temporal Data
Overview
Spatio-temporal causal inference based on point process data. You provide the raw data of locations and timings of treatment and outcome events, specify counterfactual scenarios, and the package estimates causal effects over specified spatial and temporal windows. See Papadogeorgou, et al. (2022) doi:10.1111/rssb.12548 and Mukaigawara, et al. (2024) doi:10.31219/osf.io/5kc6f.
- Improved the computational efficiency of
smooth_ppp()(parallel computation viafuture, a newngroupsoption) and modified the duplicated-points warning settings - Overhauled the documentation: details, examples, references, and cross-references throughout, plus a package-level help page
From NEWS.md in the release
Install
Health
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
- ERROR12 OK, 1 ERROR2026-06-08
- OK14 OK2026-03-10
Documentation
- Help pages
- 56 (1 internal)includes a package overview page
- Examples that run
- 50%9 run in a plain check · 9 only when donttest examples are enabled (R CMD check --as-cran)
- Exported functions with examples
- 43%
- Documented parameters
- 100%
- Return-value docs
- 100%
- Help pages citing references
- 34%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 35
- Median days to close, 50 most recently updated closed PRs
- 0
Stars over time
Forks over time
Issues over time
PRs over time
Commits over time
3 development-tooling and community-health practices detected across 2 families in the upstream repository
Checks run against github.com/mmukaigawara/geocausal on 2026-10-21.
Dependencies
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- 0.4.2Latest
- 0.4.1
- RR 4.6.0 released · 2026-04-24
- 0.4.02026-02-18 · diff ↗ ·
removed 1 export
predict_obs_densadded 4 exports
dx_outpred, dx_supthin, get_adaptive_baseline_dens, get_cf_dens_adaptive - RR 4.5.0 released · 2025-04-11
- 0.3.42025-01-07 · diff ↗ ·
removed 16 exports
plot.cate, plot.cflist, plot.distlist, plot.est, plot.hyperframe, plot.im, plot.imlist, plot.obs, plot.powerlist, plot.ppplist, plot.weights, print.cate, print.est, summary.cate, summary.est, summary.obs - 0.3.32024-12-04 · diff ↗ ·
removed 1 export
pattern:^[[:alpha:]]+added 32 exports
conv_owin_into_sf, get_base_dens, get_cate, get_cf_dens, get_cf_sum_log_intens, get_dist_focus, get_dist_line, get_distexp, get_elev, get_em_vec, get_est, get_estimates, get_hfr, get_hist, get_obs_dens, get_power_dens, get_var_bound, get_weighted_surf, get_window, imls_to_arr, pixel_count_ppp, plot.cflist, plot.distlist, plot.imlist, plot.powerlist, plot.ppplist, print.cate, print.est, predict_obs_dens, sim_cf_dens and 2 more - 0.3.22024-07-19 · diff ↗
- 0.3.1
- RR 4.4.0 released · 2024-04-24
- 0.3.02024-03-25 · diff ↗ ·
added 6 exports
summary.est, summary.obs, plot.est, plot.obs, plot.im, plot.hyperframe - 0.2.02023-09-21 · diff ↗
- 0.1.02023-08-21
- RR 4.3.0 released · 2023-04-21
Package metadata
- First published
- 2023-08-21
- Total releases
- 10 / 3 yrs
- License
- MIT + file LICENSE OSI
- Minimum R
- ≥ 3.5.0
- Bundled data
- 752 KB / 5 files
- Download size
- 845 KB
Cite
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